diff --git a/02_activities/assignments/assignment_2.ipynb b/02_activities/assignments/assignment_2.ipynb index 5d9968e84..2df60e535 100644 --- a/02_activities/assignments/assignment_2.ipynb +++ b/02_activities/assignments/assignment_2.ipynb @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 1, "id": "4a3485d6-ba58-4660-a983-5680821c5719", "metadata": {}, "outputs": [], @@ -50,10 +50,128 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "a431d282-f9ca-4d5d-8912-71ffc9d8ea19", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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mpgcylindersdisplacementhorsepowerweightaccelerationmodel_yearoriginname
018.08307.0130.0350412.070usachevrolet chevelle malibu
115.08350.0165.0369311.570usabuick skylark 320
218.08318.0150.0343611.070usaplymouth satellite
316.08304.0150.0343312.070usaamc rebel sst
417.08302.0140.0344910.570usaford torino
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" + ], + "text/plain": [ + " mpg cylinders displacement horsepower weight acceleration \\\n", + "0 18.0 8 307.0 130.0 3504 12.0 \n", + "1 15.0 8 350.0 165.0 3693 11.5 \n", + "2 18.0 8 318.0 150.0 3436 11.0 \n", + "3 16.0 8 304.0 150.0 3433 12.0 \n", + "4 17.0 8 302.0 140.0 3449 10.5 \n", + "\n", + " model_year origin name \n", + "0 70 usa chevrolet chevelle malibu \n", + "1 70 usa buick skylark 320 \n", + "2 70 usa plymouth satellite \n", + "3 70 usa amc rebel sst \n", + "4 70 usa ford torino " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import seaborn as sns\n", "\n", @@ -82,12 +200,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "5d79f1cf", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "number of rows: 392 number of columns: 9\n" + ] + } + ], "source": [ - "# Your answer here..." + "# Your answer here...\n", + "num_rows = len(mpg_data)\n", + "num_columns = mpg_data.shape[1]\n", + "print(\"number of rows:\", num_rows, \"number of columns:\", num_columns)" ] }, { @@ -100,12 +229,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "ac306190", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "float64\n" + ] + } + ], "source": [ - "# Your answer here..." + "# Your answer here...\n", + "print(mpg_data['mpg'].dtype)" ] }, { @@ -113,7 +251,7 @@ "id": "6d759089", "metadata": {}, "source": [ - "Your explanation... \n" + "mpg is a float.It is a numbers with 64 decimal places." ] }, { @@ -126,12 +264,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "9f034a5d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " mpg cylinders displacement horsepower weight acceleration \\\n", + "116 16.0 8 400.0 230.0 4278 9.5 \n", + "95 12.0 8 455.0 225.0 4951 11.0 \n", + "13 14.0 8 455.0 225.0 3086 10.0 \n", + "8 14.0 8 455.0 225.0 4425 10.0 \n", + "6 14.0 8 454.0 220.0 4354 9.0 \n", + "\n", + " model_year origin name \n", + "116 73 usa pontiac grand prix \n", + "95 73 usa buick electra 225 custom \n", + "13 70 usa buick estate wagon (sw) \n", + "8 70 usa pontiac catalina \n", + "6 70 usa chevrolet impala \n" + ] + } + ], "source": [ - "# Your answer here... " + "# Your answer here... \n", + "top_5_horsepower = mpg_data.sort_values('horsepower', ascending=False).head(5)\n", + "print(top_5_horsepower)" ] }, { @@ -144,12 +304,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "1b91233e", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8\n", + "['cylinders', 'displacement', 'horsepower', 'weight', 'acceleration', 'model_year', 'origin', 'name']\n", + "Note: this is assuming we can assign numerical values to the unique string values in the 'origin' and 'name' columns\n" + ] + } + ], "source": [ - "# Your answer here..." + "# Your answer here...\n", + "all_columns = mpg_data.columns.to_list()\n", + "predictor_variables = [col for col in all_columns if col != 'mpg']\n", + "\n", + "num_predictors = len(predictor_variables)\n", + "\n", + "print(num_predictors)\n", + "print(predictor_variables)\n", + "print(\"Note: this is assuming we can assign numerical values to the unique string values in the 'origin' and 'name' columns\")" ] }, { @@ -173,10 +351,71 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "732784d8", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Exclude the 'mpg' (target variable) and non-numeric columns from the feature names\n", "feature_names = mpg_data.select_dtypes(include=[float, int]).columns.difference(['mpg'])\n", @@ -225,7 +464,13 @@ "id": "f67e57ab", "metadata": {}, "source": [ - "> Your answer here..." + "> Your answer here...\n", + "acceleration vs Miles Per Gallon: Positive association (X increases, Y increases)\n", + "cylinders vs Miles Per Gallon: Negative association (X increases, Y decreases)\n", + "displacement vs Miles Per Gallon: Negative association (X increases, Y decreases)\n", + "horsepower vs Miles Per Gallon: Negative association (X increases, Y decreases)\n", + "model_year vs vs Miles Per Gallon: Positive association (X increases, Y increases)\n", + "weight vs Miles Per Gallon: Negative association (X increases, Y decreases)\n" ] }, { @@ -241,7 +486,8 @@ "id": "843f9eef", "metadata": {}, "source": [ - "> Your answer here..." + "> Your answer here...\n", + "Linear regression" ] }, { @@ -257,7 +503,12 @@ "id": "2ea782fc", "metadata": {}, "source": [ - "> Your answer here..." + "> Your answer here...\n", + "No, they don't fall perfectly on the line, and the difference between the dataset and the line in some plotted graphs like 'cylinders vs Miles Per Gallon' and 'model_year vs Miles Per Gallon' is more obvious and dramatic in comparison to others. \n", + "\n", + "This is because mpg is not only sensitive to one variable, and when we are drawing a line using only one parameter, the effects of other parameters are not being detected. Therefore, the predicted line is not showing the actual relationship.\n", + "\n", + "This deviation shows that linear regression is not showing the actual prediction, and if we are looking for more precise results, we should use a model that incorporates all of the variables at once. However, it is good to show how each variable separately has a decreasing or increasing relationship with mpg..\n" ] }, { @@ -274,12 +525,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "399225f4", "metadata": {}, "outputs": [], "source": [ - "# Your answer here..." + "# Your answer here...\n", + "mpg_data_train, mpg_data_test = train_test_split(\n", + " mpg_data, train_size=0.75, random_state=420)" ] }, { @@ -292,14 +545,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "ac1e1117", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " predictor slope intercept\n", + "0 cylinders -0.240693 -14.025313\n", + "1 displacement 0.004490 -14.025313\n", + "2 horsepower 0.008916 -14.025313\n", + "3 weight -0.007064 -14.025313\n", + "4 acceleration 0.060952 -14.025313\n", + "5 model_year 0.752152 -14.025313\n" + ] + } + ], "source": [ "# Your code here ...\n", "\n", - "numeric_predictors = 🤷‍♂️\n", + "numeric_predictors = mpg_data_train[['cylinders', 'displacement', 'horsepower', 'weight', 'acceleration', 'model_year']]\n", + "X_train = numeric_predictors\n", + "y_train = mpg_data_train['mpg']\n", + "lm = LinearRegression()\n", + "lm.fit(X_train, y_train)\n", "\n", "\n", "# Create a DataFrame containing the slope (coefficients) and intercept\n", @@ -330,12 +601,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "ffefa9f2", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "3.362034666788837" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here ..." + "# Your code here ...\n", + "mpg_data_test[\"predicted\"] = lm.predict(mpg_data_test[['cylinders', 'displacement', 'horsepower', 'weight', 'acceleration', 'model_year']])\n", + "\n", + "# calculate RMSPE\n", + "RMSPE = mean_squared_error(\n", + " y_true=mpg_data_test[\"mpg\"],\n", + " y_pred=mpg_data_test[\"predicted\"]\n", + ")**(1/2)\n", + "\n", + "RMSPE\n" ] }, { @@ -386,7 +677,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "dsi_participant", "language": "python", "name": "python3" }, @@ -400,12 +691,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.3" - }, - "vscode": { - "interpreter": { - "hash": "497a84dc8fec8cf8d24e7e87b6d954c9a18a327edc66feb9b9ea7e9e72cc5c7e" - } + "version": "3.12.9" } }, "nbformat": 4,